diff --git a/Cargo.lock b/Cargo.lock
index 5ab1b4468d..8a70c59138 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -201,6 +201,24 @@ version = "0.1.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4b46cbb362ab8752921c97e041f5e366ee6297bd428a31275b9fcf1e380f7299"
 
+[[package]]
+name = "anndists"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4747593401c8d692fb589ac2a208a27ef968b95f9392af837728933348fc199c"
+dependencies = [
+ "anyhow",
+ "cfg-if",
+ "cpu-time",
+ "env_logger 0.10.2",
+ "lazy_static",
+ "log",
+ "num-traits",
+ "num_cpus",
+ "rand 0.8.5",
+ "rayon",
+]
+
 [[package]]
 name = "anstream"
 version = "0.6.18"
@@ -1118,6 +1136,12 @@ dependencies = [
  "windows-targets 0.52.6",
 ]
 
+[[package]]
+name = "base64"
+version = "0.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9e1b586273c5702936fe7b7d6896644d8be71e6314cfe09d3167c95f712589e8"
+
 [[package]]
 name = "base64"
 version = "0.21.7"
@@ -1216,15 +1240,30 @@ dependencies = [
  "syn 2.0.101",
 ]
 
+[[package]]
+name = "bit-set"
+version = "0.5.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0700ddab506f33b20a03b13996eccd309a48e5ff77d0d95926aa0210fb4e95f1"
+dependencies = [
+ "bit-vec 0.6.3",
+]
+
 [[package]]
 name = "bit-set"
 version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08807e080ed7f9d5433fa9b275196cfc35414f66a0c79d864dc51a0d825231a3"
 dependencies = [
- "bit-vec",
+ "bit-vec 0.8.0",
 ]
 
+[[package]]
+name = "bit-vec"
+version = "0.6.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "349f9b6a179ed607305526ca489b34ad0a41aed5f7980fa90eb03160b69598fb"
+
 [[package]]
 name = "bit-vec"
 version = "0.8.0"
@@ -1304,6 +1343,21 @@ dependencies = [
  "piper",
 ]
 
+[[package]]
+name = "bm25"
+version = "2.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9874599901ae2aaa19b1485145be2fa4e9af42d1b127672a03a7099ab6350bac"
+dependencies = [
+ "cached",
+ "deunicode",
+ "fxhash",
+ "rust-stemmers",
+ "stop-words",
+ "unicode-segmentation",
+ "whichlang",
+]
+
 [[package]]
 name = "bs58"
 version = "0.5.1"
@@ -1341,6 +1395,20 @@ name = "bytemuck"
 version = "1.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9134a6ef01ce4b366b50689c94f82c14bc72bc5d0386829828a2e2752ef7958c"
+dependencies = [
+ "bytemuck_derive",
+]
+
+[[package]]
+name = "bytemuck_derive"
+version = "1.9.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7ecc273b49b3205b83d648f0690daa588925572cc5063745bfe547fe7ec8e1a1"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.101",
+]
 
 [[package]]
 name = "byteorder"
@@ -1370,6 +1438,39 @@ dependencies = [
  "either",
 ]
 
+[[package]]
+name = "cached"
+version = "0.55.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b0839c297f8783316fcca9d90344424e968395413f0662a5481f79c6648bbc14"
+dependencies = [
+ "ahash",
+ "cached_proc_macro",
+ "cached_proc_macro_types",
+ "hashbrown 0.14.5",
+ "once_cell",
+ "thiserror 2.0.12",
+ "web-time",
+]
+
+[[package]]
+name = "cached_proc_macro"
+version = "0.24.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "673992d934f0711b68ebb3e1b79cdc4be31634b37c98f26867ced0438ca5c603"
+dependencies = [
+ "darling",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.101",
+]
+
+[[package]]
+name = "cached_proc_macro_types"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ade8366b8bd5ba243f0a58f036cc0ca8a2f069cff1a2351ef1cac6b083e16fc0"
+
 [[package]]
 name = "cairo-rs"
 version = "0.18.5"
@@ -1404,6 +1505,62 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "candle-core"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a9f51e2ecf6efe9737af8f993433c839f956d2b6ed4fd2dd4a7c6d8b0fa667ff"
+dependencies = [
+ "byteorder",
+ "gemm 0.17.1",
+ "half",
+ "memmap2",
+ "num-traits",
+ "num_cpus",
+ "rand 0.9.1",
+ "rand_distr",
+ "rayon",
+ "safetensors",
+ "thiserror 1.0.69",
+ "ug",
+ "yoke 0.7.5",
+ "zip",
+]
+
+[[package]]
+name = "candle-nn"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c1980d53280c8f9e2c6cbe1785855d7ff8010208b46e21252b978badf13ad69d"
+dependencies = [
+ "candle-core",
+ "half",
+ "num-traits",
+ "rayon",
+ "safetensors",
+ "serde",
+ "thiserror 1.0.69",
+]
+
+[[package]]
+name = "candle-transformers"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "186cb80045dbe47e0b387ea6d3e906f02fb3056297080d9922984c90e90a72b0"
+dependencies = [
+ "byteorder",
+ "candle-core",
+ "candle-nn",
+ "fancy-regex 0.13.0",
+ "num-traits",
+ "rand 0.9.1",
+ "rayon",
+ "serde",
+ "serde_json",
+ "serde_plain",
+ "tracing",
+]
+
 [[package]]
 name = "cast"
 version = "0.3.0"
@@ -1995,6 +2152,16 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "cpu-time"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e9e393a7668fe1fad3075085b86c781883000b4ede868f43627b34a87c8b7ded"
+dependencies = [
+ "libc",
+ "winapi",
+]
+
 [[package]]
 name = "cpufeatures"
 version = "0.2.17"
@@ -2332,6 +2499,12 @@ dependencies = [
  "syn 2.0.101",
 ]
 
+[[package]]
+name = "deunicode"
+version = "1.6.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "abd57806937c9cc163efc8ea3910e00a62e2aeb0b8119f1793a978088f8f6b04"
+
 [[package]]
 name = "dialoguer"
 version = "0.11.0"
@@ -2554,6 +2727,25 @@ version = "1.0.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "92773504d58c093f6de2459af4af33faa518c13451eb8f2b5698ed3d36e7c813"
 
+[[package]]
+name = "dyn-stack"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "56e53799688f5632f364f8fb387488dd05db9fe45db7011be066fc20e7027f8b"
+dependencies = [
+ "bytemuck",
+ "reborrow",
+]
+
+[[package]]
+name = "dyn-stack"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "490bd48eb68fffcfed519b4edbfd82c69cbe741d175b84f0e0cbe8c57cbe0bdd"
+dependencies = [
+ "bytemuck",
+]
+
 [[package]]
 name = "either"
 version = "1.15.0"
@@ -2587,6 +2779,18 @@ version = "0.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c34f04666d835ff5d62e058c3995147c06f42fe86ff053337632bca83e42702d"
 
+[[package]]
+name = "enum-as-inner"
+version = "0.6.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a1e6a265c649f3f5979b601d26f1d05ada116434c87741c9493cb56218f76cbc"
+dependencies = [
+ "heck 0.5.0",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.101",
+]
+
 [[package]]
 name = "enumflags2"
 version = "0.7.11"
@@ -2624,6 +2828,19 @@ version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c7f84e12ccf0a7ddc17a6c41c93326024c42920d7ee630d04950e6926645c0fe"
 
+[[package]]
+name = "env_logger"
+version = "0.10.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4cd405aab171cb85d6735e5c8d9db038c17d3ca007a4d2c25f337935c3d90580"
+dependencies = [
+ "humantime",
+ "is-terminal",
+ "log",
+ "regex",
+ "termcolor",
+]
+
 [[package]]
 name = "env_logger"
 version = "0.11.8"
@@ -2669,6 +2886,15 @@ version = "3.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "dea2df4cf52843e0452895c455a1a2cfbb842a1e7329671acf418fdc53ed4c59"
 
+[[package]]
+name = "esaxx-rs"
+version = "0.1.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d817e038c30374a4bcb22f94d0a8a0e216958d4c3dcde369b1439fec4bdda6e6"
+dependencies = [
+ "cc",
+]
+
 [[package]]
 name = "event-listener"
 version = "5.4.0"
@@ -2739,13 +2965,24 @@ version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7360491ce676a36bf9bb3c56c1aa791658183a54d2744120f27285738d90465a"
 
+[[package]]
+name = "fancy-regex"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "531e46835a22af56d1e3b66f04844bed63158bc094a628bec1d321d9b4c44bf2"
+dependencies = [
+ "bit-set 0.5.3",
+ "regex-automata 0.4.9",
+ "regex-syntax 0.8.5",
+]
+
 [[package]]
 name = "fancy-regex"
 version = "0.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6e24cb5a94bcae1e5408b0effca5cd7172ea3c5755049c5f3af4cd283a165298"
 dependencies = [
- "bit-set",
+ "bit-set 0.8.0",
  "regex-automata 0.4.9",
  "regex-syntax 0.8.5",
 ]
@@ -3833,6 +4070,243 @@ dependencies = [
  "x11",
 ]
 
+[[package]]
+name = "gemm"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6ab24cc62135b40090e31a76a9b2766a501979f3070fa27f689c27ec04377d32"
+dependencies = [
+ "dyn-stack 0.10.0",
+ "gemm-c32 0.17.1",
+ "gemm-c64 0.17.1",
+ "gemm-common 0.17.1",
+ "gemm-f16 0.17.1",
+ "gemm-f32 0.17.1",
+ "gemm-f64 0.17.1",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ab96b703d31950f1aeddded248bc95543c9efc7ac9c4a21fda8703a83ee35451"
+dependencies = [
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+ "gemm-c32 0.18.2",
+ "gemm-c64 0.18.2",
+ "gemm-common 0.18.2",
+ "gemm-f16 0.18.2",
+ "gemm-f32 0.18.2",
+ "gemm-f64 0.18.2",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.5.0",
+ "seq-macro",
+]
+
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+name = "gemm-c32"
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+source = "registry+https://github.com/rust-lang/crates.io-index"
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+ "seq-macro",
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+
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+ "num-complex",
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+ "seq-macro",
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+ "gemm-common 0.18.2",
+ "num-complex",
+ "num-traits",
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+ "seq-macro",
+]
+
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+dependencies = [
+ "bytemuck",
+ "dyn-stack 0.10.0",
+ "half",
+ "num-complex",
+ "num-traits",
+ "once_cell",
+ "paste",
+ "pulp 0.18.22",
+ "raw-cpuid 10.7.0",
+ "rayon",
+ "seq-macro",
+ "sysctl 0.5.5",
+]
+
+[[package]]
+name = "gemm-common"
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+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
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+ "dyn-stack 0.13.0",
+ "half",
+ "libm",
+ "num-complex",
+ "num-traits",
+ "once_cell",
+ "paste",
+ "pulp 0.21.5",
+ "raw-cpuid 11.5.0",
+ "rayon",
+ "seq-macro",
+ "sysctl 0.6.0",
+]
+
+[[package]]
+name = "gemm-f16"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7ca4c06b9b11952071d317604acb332e924e817bd891bec8dfb494168c7cedd4"
+dependencies = [
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+ "gemm-common 0.17.1",
+ "gemm-f32 0.17.1",
+ "half",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "rayon",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f16"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "dyn-stack 0.13.0",
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+ "gemm-f32 0.18.2",
+ "half",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.5.0",
+ "rayon",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f32"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
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+dependencies = [
+ "dyn-stack 0.10.0",
+ "gemm-common 0.17.1",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f32"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bc8d3d4385393304f407392f754cd2dc4b315d05063f62cf09f47b58de276864"
+dependencies = [
+ "dyn-stack 0.13.0",
+ "gemm-common 0.18.2",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.5.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f64"
+version = "0.17.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aa397a48544fadf0b81ec8741e5c0fba0043008113f71f2034def1935645d2b0"
+dependencies = [
+ "dyn-stack 0.10.0",
+ "gemm-common 0.17.1",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 10.7.0",
+ "seq-macro",
+]
+
+[[package]]
+name = "gemm-f64"
+version = "0.18.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "35b2a4f76ce4b8b16eadc11ccf2e083252d8237c1b589558a49b0183545015bd"
+dependencies = [
+ "dyn-stack 0.13.0",
+ "gemm-common 0.18.2",
+ "num-complex",
+ "num-traits",
+ "paste",
+ "raw-cpuid 11.5.0",
+ "seq-macro",
+]
+
 [[package]]
 name = "generator"
 version = "0.8.5"
@@ -4126,8 +4600,12 @@ version = "2.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "459196ed295495a68f7d7fe1d84f6c4b7ff0e21fe3017b2f283c6fac3ad803c9"
 dependencies = [
+ "bytemuck",
  "cfg-if",
  "crunchy",
+ "num-traits",
+ "rand 0.9.1",
+ "rand_distr",
 ]
 
 [[package]]
@@ -4152,6 +4630,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e5274423e17b7c9fc20b6e7e208532f9b19825d82dfd615708b70edd83df41f1"
 dependencies = [
  "ahash",
+ "allocator-api2",
 ]
 
 [[package]]
@@ -4197,6 +4676,12 @@ version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2304e00983f87ffb38b55b444b5e3b60a884b5d30c0fca7d82fe33449bbe55ea"
 
+[[package]]
+name = "hermit-abi"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d231dfb89cfffdbc30e7fc41579ed6066ad03abda9e567ccafae602b97ec5024"
+
 [[package]]
 name = "hermit-abi"
 version = "0.4.0"
@@ -4215,6 +4700,29 @@ version = "0.4.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7f24254aa9a54b5c858eaee2f5bccdb46aaf0e486a595ed5fd8f86ba55232a70"
 
+[[package]]
+name = "hf-hub"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cc03dcb0b0a83ae3f3363ec811014ae669f083e4e499c66602f447c4828737a1"
+dependencies = [
+ "dirs 5.0.1",
+ "futures",
+ "http 1.3.1",
+ "indicatif",
+ "libc",
+ "log",
+ "num_cpus",
+ "rand 0.8.5",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.12",
+ "tokio",
+ "ureq",
+ "windows-sys 0.59.0",
+]
+
 [[package]]
 name = "hmac"
 version = "0.12.1"
@@ -4224,6 +4732,31 @@ dependencies = [
  "digest",
 ]
 
+[[package]]
+name = "hnsw_rs"
+version = "0.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "87e59cf4d04a56c67454ad104938ae4c785bc5db7ac17d27b93e3cb5a9abe6a5"
+dependencies = [
+ "anndists",
+ "anyhow",
+ "bincode",
+ "cfg-if",
+ "cpu-time",
+ "env_logger 0.10.2",
+ "hashbrown 0.14.5",
+ "indexmap 2.9.0",
+ "lazy_static",
+ "log",
+ "mmap-rs",
+ "num-traits",
+ "num_cpus",
+ "parking_lot",
+ "rand 0.8.5",
+ "rayon",
+ "serde",
+]
+
 [[package]]
 name = "home"
 version = "0.5.11"
@@ -4315,6 +4848,12 @@ version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "df3b46402a9d5adb4c86a0cf463f42e19994e3ee891101b1841f30a545cb49a9"
 
+[[package]]
+name = "humantime"
+version = "2.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9b112acc8b3adf4b107a8ec20977da0273a8c386765a3ec0229bd500a1443f9f"
+
 [[package]]
 name = "hyper"
 version = "0.14.32"
@@ -4447,7 +4986,7 @@ checksum = "200072f5d0e3614556f94a9930d5dc3e0662a652823904c3a75dc3b0af7fee47"
 dependencies = [
  "displaydoc",
  "potential_utf",
- "yoke",
+ "yoke 0.8.0",
  "zerofrom",
  "zerovec",
 ]
@@ -4519,7 +5058,7 @@ dependencies = [
  "stable_deref_trait",
  "tinystr",
  "writeable",
- "yoke",
+ "yoke 0.8.0",
  "zerofrom",
  "zerotrie",
  "zerovec",
@@ -4744,6 +5283,15 @@ dependencies = [
  "either",
 ]
 
+[[package]]
+name = "itertools"
+version = "0.11.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b1c173a5686ce8bfa551b3563d0c2170bf24ca44da99c7ca4bfdab5418c3fe57"
+dependencies = [
+ "either",
+]
+
 [[package]]
 name = "itertools"
 version = "0.12.1"
@@ -5010,6 +5558,12 @@ dependencies = [
  "windows-targets 0.53.0",
 ]
 
+[[package]]
+name = "libm"
+version = "0.2.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f9fbbcab51052fe104eb5e5d351cf728d30a5be1fe14d9be8a3b097481fb97de"
+
 [[package]]
 name = "libmimalloc-sys"
 version = "0.1.42"
@@ -5188,6 +5742,22 @@ dependencies = [
  "tracing",
 ]
 
+[[package]]
+name = "macro_rules_attribute"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8a82271f7bc033d84bbca59a3ce3e4159938cb08a9c3aebbe54d215131518a13"
+dependencies = [
+ "macro_rules_attribute-proc_macro",
+ "paste",
+]
+
+[[package]]
+name = "macro_rules_attribute-proc_macro"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8dd856d451cc0da70e2ef2ce95a18e39a93b7558bedf10201ad28503f918568"
+
 [[package]]
 name = "malloc_buf"
 version = "0.0.6"
@@ -5248,6 +5818,16 @@ version = "2.7.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "78ca9ab1a0babb1e7d5695e3530886289c18cf2f87ec19a575a0abdce112e3a3"
 
+[[package]]
+name = "memmap2"
+version = "0.9.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fd3f7eed9d3848f8b98834af67102b720745c4ec028fcd0aa0239277e7de374f"
+dependencies = [
+ "libc",
+ "stable_deref_trait",
+]
+
 [[package]]
 name = "memmem"
 version = "0.1.1"
@@ -5263,6 +5843,15 @@ dependencies = [
  "autocfg",
 ]
 
+[[package]]
+name = "memoffset"
+version = "0.7.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5de893c32cde5f383baa4c04c5d6dbdd735cfd4a794b0debdb2bb1b421da5ff4"
+dependencies = [
+ "autocfg",
+]
+
 [[package]]
 name = "memoffset"
 version = "0.9.1"
@@ -5343,6 +5932,23 @@ dependencies = [
  "windows-sys 0.52.0",
 ]
 
+[[package]]
+name = "mmap-rs"
+version = "0.6.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "86968d85441db75203c34deefd0c88032f275aaa85cee19a1dcfff6ae9df56da"
+dependencies = [
+ "bitflags 1.3.2",
+ "combine",
+ "libc",
+ "mach2",
+ "nix 0.26.4",
+ "sysctl 0.5.5",
+ "thiserror 1.0.69",
+ "widestring",
+ "windows 0.48.0",
+]
+
 [[package]]
 name = "mockito"
 version = "1.7.0"
@@ -5389,6 +5995,27 @@ dependencies = [
  "uuid",
 ]
 
+[[package]]
+name = "monostate"
+version = "0.1.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aafe1be9d0c75642e3e50fedc7ecadf1ef1cbce6eb66462153fc44245343fbee"
+dependencies = [
+ "monostate-impl",
+ "serde",
+]
+
+[[package]]
+name = "monostate-impl"
+version = "0.1.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c402a4092d5e204f32c9e155431046831fa712637043c58cb73bc6bc6c9663b5"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.101",
+]
+
 [[package]]
 name = "muda"
 version = "0.15.3"
@@ -5493,6 +6120,19 @@ dependencies = [
  "pin-utils",
 ]
 
+[[package]]
+name = "nix"
+version = "0.26.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "598beaf3cc6fdd9a5dfb1630c2800c7acd31df7aaf0f565796fba2b53ca1af1b"
+dependencies = [
+ "bitflags 1.3.2",
+ "cfg-if",
+ "libc",
+ "memoffset 0.7.1",
+ "pin-utils",
+]
+
 [[package]]
 name = "nix"
 version = "0.29.0"
@@ -5713,7 +6353,7 @@ dependencies = [
  "chrono-humanize",
  "dirs 5.0.1",
  "dirs-sys 0.4.1",
- "fancy-regex",
+ "fancy-regex 0.14.0",
  "heck 0.5.0",
  "indexmap 2.9.0",
  "log",
@@ -5764,7 +6404,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "327999b774d78b301a6b68c33d312a1a8047c59fb8971b6552ebf823251f1481"
 dependencies = [
  "crossterm_winapi",
- "fancy-regex",
+ "fancy-regex 0.14.0",
  "log",
  "lscolors",
  "nix 0.29.0",
@@ -5776,6 +6416,20 @@ dependencies = [
  "unicase",
 ]
 
+[[package]]
+name = "num"
+version = "0.4.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
+dependencies = [
+ "num-bigint",
+ "num-complex",
+ "num-integer",
+ "num-iter",
+ "num-rational",
+ "num-traits",
+]
+
 [[package]]
 name = "num-bigint"
 version = "0.4.6"
@@ -5786,6 +6440,16 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "num-complex"
+version = "0.4.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73f88a1307638156682bada9d7604135552957b7818057dcef22705b4d509495"
+dependencies = [
+ "bytemuck",
+ "num-traits",
+]
+
 [[package]]
 name = "num-conv"
 version = "0.1.0"
@@ -5822,6 +6486,17 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "num-iter"
+version = "0.1.45"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1429034a0490724d0075ebb2bc9e875d6503c3cf69e235a8941aa757d83ef5bf"
+dependencies = [
+ "autocfg",
+ "num-integer",
+ "num-traits",
+]
+
 [[package]]
 name = "num-rational"
 version = "0.4.2"
@@ -5840,6 +6515,17 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "071dfc062690e90b734c0b2273ce72ad0ffa95f0c74596bc250dcfd960262841"
 dependencies = [
  "autocfg",
+ "libm",
+]
+
+[[package]]
+name = "num_cpus"
+version = "1.16.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4161fcb6d602d4d2081af7c3a45852d875a03dd337a6bfdd6e06407b61342a43"
+dependencies = [
+ "hermit-abi 0.3.9",
+ "libc",
 ]
 
 [[package]]
@@ -6973,19 +7659,45 @@ version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6f42ea446cab60335f76979ec15e12619a2165b5ae2c12166bef27d283a9fadf"
 dependencies = [
- "idna",
- "psl-types",
+ "idna",
+ "psl-types",
+]
+
+[[package]]
+name = "pulldown-cmark"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e8bbe1a966bd2f362681a44f6edce3c2310ac21e4d5067a6e7ec396297a6ea0"
+dependencies = [
+ "bitflags 2.9.1",
+ "memchr",
+ "unicase",
+]
+
+[[package]]
+name = "pulp"
+version = "0.18.22"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a0a01a0dc67cf4558d279f0c25b0962bd08fc6dec0137699eae304103e882fe6"
+dependencies = [
+ "bytemuck",
+ "libm",
+ "num-complex",
+ "reborrow",
 ]
 
 [[package]]
-name = "pulldown-cmark"
-version = "0.13.0"
+name = "pulp"
+version = "0.21.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e8bbe1a966bd2f362681a44f6edce3c2310ac21e4d5067a6e7ec396297a6ea0"
+checksum = "96b86df24f0a7ddd5e4b95c94fc9ed8a98f1ca94d3b01bdce2824097e7835907"
 dependencies = [
- "bitflags 2.9.1",
- "memchr",
- "unicase",
+ "bytemuck",
+ "cfg-if",
+ "libm",
+ "num-complex",
+ "reborrow",
+ "version_check",
 ]
 
 [[package]]
@@ -7325,6 +8037,16 @@ dependencies = [
  "getrandom 0.3.3",
 ]
 
+[[package]]
+name = "rand_distr"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6a8615d50dcf34fa31f7ab52692afec947c4dd0ab803cc87cb3b0b4570ff7463"
+dependencies = [
+ "num-traits",
+ "rand 0.9.1",
+]
+
 [[package]]
 name = "rand_hc"
 version = "0.2.0"
@@ -7393,6 +8115,24 @@ dependencies = [
  "rgb",
 ]
 
+[[package]]
+name = "raw-cpuid"
+version = "10.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6c297679cb867470fa8c9f67dbba74a78d78e3e98d7cf2b08d6d71540f797332"
+dependencies = [
+ "bitflags 1.3.2",
+]
+
+[[package]]
+name = "raw-cpuid"
+version = "11.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c6df7ab838ed27997ba19a4664507e6f82b41fe6e20be42929332156e5e85146"
+dependencies = [
+ "bitflags 2.9.1",
+]
+
 [[package]]
 name = "raw-window-handle"
 version = "0.6.2"
@@ -7409,6 +8149,17 @@ dependencies = [
  "rayon-core",
 ]
 
+[[package]]
+name = "rayon-cond"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "059f538b55efd2309c9794130bc149c6a553db90e9d99c2030785c82f0bd7df9"
+dependencies = [
+ "either",
+ "itertools 0.11.0",
+ "rayon",
+]
+
 [[package]]
 name = "rayon-core"
 version = "1.12.1"
@@ -7419,6 +8170,12 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "reborrow"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "03251193000f4bd3b042892be858ee50e8b3719f2b08e5833ac4353724632430"
+
 [[package]]
 name = "redox_syscall"
 version = "0.5.12"
@@ -7557,6 +8314,7 @@ dependencies = [
  "serde_json",
  "serde_urlencoded",
  "sync_wrapper",
+ "system-configuration",
  "tokio",
  "tokio-rustls 0.26.2",
  "tokio-socks",
@@ -7566,6 +8324,7 @@ dependencies = [
  "url",
  "wasm-bindgen",
  "wasm-bindgen-futures",
+ "wasm-streams",
  "web-sys",
  "webpki-roots",
  "windows-registry",
@@ -7683,6 +8442,16 @@ dependencies = [
  "ordered-multimap",
 ]
 
+[[package]]
+name = "rust-stemmers"
+version = "1.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e46a2036019fdb888131db7a4c847a1063a7493f971ed94ea82c67eada63ca54"
+dependencies = [
+ "serde",
+ "serde_derive",
+]
+
 [[package]]
 name = "rustc-demangle"
 version = "0.1.24"
@@ -7883,6 +8652,16 @@ version = "1.0.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "28d3b2b1366ec20994f1fd18c3c594f05c5dd4bc44d8bb0c1c632c8d6829481f"
 
+[[package]]
+name = "safetensors"
+version = "0.4.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "44560c11236a6130a46ce36c836a62936dc81ebf8c36a37947423571be0e55b6"
+dependencies = [
+ "serde",
+ "serde_json",
+]
+
 [[package]]
 name = "same-file"
 version = "1.0.6"
@@ -7988,6 +8767,33 @@ dependencies = [
  "thin-slice",
 ]
 
+[[package]]
+name = "semantic_search_client"
+version = "1.10.1"
+dependencies = [
+ "anyhow",
+ "bm25",
+ "candle-core",
+ "candle-nn",
+ "candle-transformers",
+ "chrono",
+ "dirs 5.0.1",
+ "hf-hub",
+ "hnsw_rs",
+ "indicatif",
+ "once_cell",
+ "rayon",
+ "serde",
+ "serde_json",
+ "tempfile",
+ "thiserror 2.0.12",
+ "tokenizers",
+ "tokio",
+ "tracing",
+ "uuid",
+ "walkdir",
+]
+
 [[package]]
 name = "semver"
 version = "1.0.26"
@@ -8003,6 +8809,12 @@ version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f97841a747eef040fcd2e7b3b9a220a7205926e60488e673d9e4926d27772ce5"
 
+[[package]]
+name = "seq-macro"
+version = "0.3.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1bc711410fbe7399f390ca1c3b60ad0f53f80e95c5eb935e52268a0e2cd49acc"
+
 [[package]]
 name = "serde"
 version = "1.0.219"
@@ -8320,7 +9132,7 @@ dependencies = [
  "crossbeam",
  "defer-drop",
  "derive_builder",
- "env_logger",
+ "env_logger 0.11.8",
  "fuzzy-matcher",
  "indexmap 2.9.0",
  "log",
@@ -8363,6 +9175,17 @@ dependencies = [
  "windows-sys 0.52.0",
 ]
 
+[[package]]
+name = "socks"
+version = "0.3.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0c3dbbd9ae980613c6dd8e28a9407b50509d3803b57624d5dfe8315218cd58b"
+dependencies = [
+ "byteorder",
+ "libc",
+ "winapi",
+]
+
 [[package]]
 name = "soup3"
 version = "0.5.0"
@@ -8409,6 +9232,18 @@ dependencies = [
  "strum 0.24.1",
 ]
 
+[[package]]
+name = "spm_precompiled"
+version = "0.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5851699c4033c63636f7ea4cf7b7c1f1bf06d0cc03cfb42e711de5a5c46cf326"
+dependencies = [
+ "base64 0.13.1",
+ "nom",
+ "serde",
+ "unicode-segmentation",
+]
+
 [[package]]
 name = "stable_deref_trait"
 version = "1.2.0"
@@ -8421,6 +9256,15 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a2eb9349b6444b326872e140eb1cf5e7c522154d69e7a0ffb0fb81c06b37543f"
 
+[[package]]
+name = "stop-words"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3c6a86be9f7fa4559b7339669e72026eb437f5e9c5a85c207fe1033079033a17"
+dependencies = [
+ "serde_json",
+]
+
 [[package]]
 name = "string_cache"
 version = "0.8.9"
@@ -8624,6 +9468,34 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "sysctl"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec7dddc5f0fee506baf8b9fdb989e242f17e4b11c61dfbb0635b705217199eea"
+dependencies = [
+ "bitflags 2.9.1",
+ "byteorder",
+ "enum-as-inner",
+ "libc",
+ "thiserror 1.0.69",
+ "walkdir",
+]
+
+[[package]]
+name = "sysctl"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "01198a2debb237c62b6826ec7081082d951f46dbb64b0e8c7649a452230d1dfc"
+dependencies = [
+ "bitflags 2.9.1",
+ "byteorder",
+ "enum-as-inner",
+ "libc",
+ "thiserror 1.0.69",
+ "walkdir",
+]
+
 [[package]]
 name = "sysinfo"
 version = "0.33.1"
@@ -8780,6 +9652,15 @@ dependencies = [
  "winapi",
 ]
 
+[[package]]
+name = "termcolor"
+version = "1.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "06794f8f6c5c898b3275aebefa6b8a1cb24cd2c6c79397ab15774837a0bc5755"
+dependencies = [
+ "winapi-util",
+]
+
 [[package]]
 name = "terminal_size"
 version = "0.4.2"
@@ -8989,6 +9870,38 @@ version = "0.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
 
+[[package]]
+name = "tokenizers"
+version = "0.21.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3169b3195f925496c895caee7978a335d49218488ef22375267fba5a46a40bd7"
+dependencies = [
+ "aho-corasick",
+ "derive_builder",
+ "esaxx-rs",
+ "getrandom 0.2.16",
+ "indicatif",
+ "itertools 0.13.0",
+ "lazy_static",
+ "log",
+ "macro_rules_attribute",
+ "monostate",
+ "onig",
+ "paste",
+ "rand 0.8.5",
+ "rayon",
+ "rayon-cond",
+ "regex",
+ "regex-syntax 0.8.5",
+ "serde",
+ "serde_json",
+ "spm_precompiled",
+ "thiserror 2.0.12",
+ "unicode-normalization-alignments",
+ "unicode-segmentation",
+ "unicode_categories",
+]
+
 [[package]]
 name = "tokio"
 version = "1.45.0"
@@ -9418,6 +10331,27 @@ dependencies = [
  "winapi",
 ]
 
+[[package]]
+name = "ug"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "90b70b37e9074642bc5f60bb23247fd072a84314ca9e71cdf8527593406a0dd3"
+dependencies = [
+ "gemm 0.18.2",
+ "half",
+ "libloading 0.8.7",
+ "memmap2",
+ "num",
+ "num-traits",
+ "num_cpus",
+ "rayon",
+ "safetensors",
+ "serde",
+ "thiserror 1.0.69",
+ "tracing",
+ "yoke 0.7.5",
+]
+
 [[package]]
 name = "unicase"
 version = "2.8.1"
@@ -9436,6 +10370,15 @@ version = "0.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3b09c83c3c29d37506a3e260c08c03743a6bb66a9cd432c6934ab501a190571f"
 
+[[package]]
+name = "unicode-normalization-alignments"
+version = "0.1.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "43f613e4fa046e69818dd287fdc4bc78175ff20331479dab6e1b0f98d57062de"
+dependencies = [
+ "smallvec",
+]
+
 [[package]]
 name = "unicode-segmentation"
 version = "1.12.0"
@@ -9454,6 +10397,12 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1fc81956842c57dac11422a97c3b8195a1ff727f06e85c84ed2e8aa277c9a0fd"
 
+[[package]]
+name = "unicode_categories"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "39ec24b3121d976906ece63c9daad25b85969647682eee313cb5779fdd69e14e"
+
 [[package]]
 name = "unsafe-libyaml"
 version = "0.2.11"
@@ -9466,6 +10415,25 @@ version = "0.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8ecb6da28b8a351d773b68d5825ac39017e680750f980f3a1a85cd8dd28a47c1"
 
+[[package]]
+name = "ureq"
+version = "2.12.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "02d1a66277ed75f640d608235660df48c8e3c19f3b4edb6a263315626cc3c01d"
+dependencies = [
+ "base64 0.22.1",
+ "flate2",
+ "log",
+ "once_cell",
+ "rustls 0.23.27",
+ "rustls-pki-types",
+ "serde",
+ "serde_json",
+ "socks",
+ "url",
+ "webpki-roots",
+]
+
 [[package]]
 name = "url"
 version = "2.5.4"
@@ -9709,6 +10677,19 @@ dependencies = [
  "unicode-ident",
 ]
 
+[[package]]
+name = "wasm-streams"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "15053d8d85c7eccdbefef60f06769760a563c7f0a9d6902a13d35c7800b0ad65"
+dependencies = [
+ "futures-util",
+ "js-sys",
+ "wasm-bindgen",
+ "wasm-bindgen-futures",
+ "web-sys",
+]
+
 [[package]]
 name = "wayland-backend"
 version = "0.3.10"
@@ -9930,6 +10911,12 @@ dependencies = [
  "winsafe",
 ]
 
+[[package]]
+name = "whichlang"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0b9aa3ad29c3d08283ac6b769e3ec15ad1ddb88af7d2e9bc402c574973b937e7"
+
 [[package]]
 name = "whoami"
 version = "1.6.0"
@@ -9941,6 +10928,12 @@ dependencies = [
  "web-sys",
 ]
 
+[[package]]
+name = "widestring"
+version = "1.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dd7cf3379ca1aac9eea11fba24fd7e315d621f8dfe35c8d7d2be8b793726e07d"
+
 [[package]]
 name = "winapi"
 version = "0.3.9"
@@ -9972,6 +10965,15 @@ version = "0.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
 
+[[package]]
+name = "windows"
+version = "0.48.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e686886bc078bc1b0b600cac0147aadb815089b6e4da64016cbd754b6342700f"
+dependencies = [
+ "windows-targets 0.48.5",
+]
+
 [[package]]
 name = "windows"
 version = "0.56.0"
@@ -10765,6 +11767,18 @@ version = "1.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cfe53a6657fd280eaa890a3bc59152892ffa3e30101319d168b781ed6529b049"
 
+[[package]]
+name = "yoke"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "120e6aef9aa629e3d4f52dc8cc43a015c7724194c97dfaf45180d2daf2b77f40"
+dependencies = [
+ "serde",
+ "stable_deref_trait",
+ "yoke-derive 0.7.5",
+ "zerofrom",
+]
+
 [[package]]
 name = "yoke"
 version = "0.8.0"
@@ -10773,10 +11787,22 @@ checksum = "5f41bb01b8226ef4bfd589436a297c53d118f65921786300e427be8d487695cc"
 dependencies = [
  "serde",
  "stable_deref_trait",
- "yoke-derive",
+ "yoke-derive 0.8.0",
  "zerofrom",
 ]
 
+[[package]]
+name = "yoke-derive"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2380878cad4ac9aac1e2435f3eb4020e8374b5f13c296cb75b4620ff8e229154"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.101",
+ "synstructure",
+]
+
 [[package]]
 name = "yoke-derive"
 version = "0.8.0"
@@ -10994,7 +12020,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "36f0bbd478583f79edad978b407914f61b2972f5af6fa089686016be8f9af595"
 dependencies = [
  "displaydoc",
- "yoke",
+ "yoke 0.8.0",
  "zerofrom",
 ]
 
@@ -11004,7 +12030,7 @@ version = "0.11.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4a05eb080e015ba39cc9e23bbe5e7fb04d5fb040350f99f34e338d5fdd294428"
 dependencies = [
- "yoke",
+ "yoke 0.8.0",
  "zerofrom",
  "zerovec-derive",
 ]
@@ -11020,6 +12046,21 @@ dependencies = [
  "syn 2.0.101",
 ]
 
+[[package]]
+name = "zip"
+version = "1.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9cc23c04387f4da0374be4533ad1208cbb091d5c11d070dfef13676ad6497164"
+dependencies = [
+ "arbitrary",
+ "crc32fast",
+ "crossbeam-utils",
+ "displaydoc",
+ "indexmap 2.9.0",
+ "num_enum",
+ "thiserror 1.0.69",
+]
+
 [[package]]
 name = "zstd"
 version = "0.13.3"
diff --git a/Cargo.toml b/Cargo.toml
index d1d00816f3..ca543ccfdf 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -9,7 +9,6 @@ members = [
     "tests/fig-api/fig-api-mock",
     "tests/figterm2",
 ]
-exclude = ["crates/semantic_search_client"]
 
 [workspace.package]
 authors = [
diff --git a/crates/semantic_search_client/src/index/vector_index.rs b/crates/semantic_search_client/src/index/vector_index.rs
index 770641dd7b..3a849ec6d4 100644
--- a/crates/semantic_search_client/src/index/vector_index.rs
+++ b/crates/semantic_search_client/src/index/vector_index.rs
@@ -9,6 +9,8 @@ use tracing::{
 pub struct VectorIndex {
     /// The HNSW index
     index: Hnsw<'static, f32, DistCosine>,
+    /// Counter to track the number of elements
+    count: std::sync::atomic::AtomicUsize,
 }
 
 impl VectorIndex {
@@ -33,7 +35,10 @@ impl VectorIndex {
         );
 
         debug!("Vector index created successfully");
-        Self { index }
+        Self {
+            index,
+            count: std::sync::atomic::AtomicUsize::new(0),
+        }
     }
 
     /// Insert a vector into the index
@@ -44,6 +49,7 @@ impl VectorIndex {
     /// * `id` - The ID associated with the vector
     pub fn insert(&self, vector: &[f32], id: usize) {
         self.index.insert((vector, id));
+        self.count.fetch_add(1, std::sync::atomic::Ordering::SeqCst);
     }
 
     /// Search for nearest neighbors
@@ -72,9 +78,7 @@ impl VectorIndex {
     ///
     /// The number of elements in the index
     pub fn len(&self) -> usize {
-        // Since HNSW doesn't provide a direct way to get the count,
-        // we'll use a simple counter that's updated when items are inserted
-        self.index.get_ef_construction()
+        self.count.load(std::sync::atomic::Ordering::SeqCst)
     }
 
     /// Check if the index is empty
@@ -83,7 +87,6 @@ impl VectorIndex {
     ///
     /// `true` if the index is empty, `false` otherwise
     pub fn is_empty(&self) -> bool {
-        // For simplicity, we'll assume it's empty if ef_construction is at default value
-        self.index.get_ef_construction() == 100
+        self.len() == 0
     }
 }