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Merged
academo merged 11 commits into from
Mar 5, 2026
Merged

agentic lllm client: allow multi-question calls and response #529

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73b6e59
Improve
academo Mar 3, 2026
b878990
remove verbosity in tests
academo Mar 3, 2026
8ee2549
add strict toppenaio
academo Mar 3, 2026
77dfb06
update
academo Mar 4, 2026
970e69d
wip ditch langchain
academo Mar 4, 2026
4d40426
remove langchain from agentic client
academo Mar 4, 2026
300c064
remve commetn
academo Mar 4, 2026
901c4eb
improve multi tool calling
academo Mar 4, 2026
53adf15
pass tools on llm call
academo Mar 5, 2026
d53f477
Merge remote-tracking branch 'origin/main' into academo/validator-llm…
academo Mar 5, 2026
041c571
remove stale doc
academo Mar 5, 2026
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5 changes: 5 additions & 0 deletions go.mod
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Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,7 @@ go 1.25.5

require (
github.com/Masterminds/semver/v3 v3.4.0
github.com/anthropics/anthropic-sdk-go v1.26.0
github.com/bmatcuk/doublestar/v4 v4.9.2
github.com/danwakefield/fnmatch v0.0.0-20160403171240-cbb64ac3d964
github.com/fatih/color v1.18.0
Expand All @@ -13,6 +14,7 @@ require (
github.com/jarcoal/httpmock v1.4.1
github.com/magefile/mage v1.15.0
github.com/modelcontextprotocol/go-sdk v1.3.1
github.com/openai/openai-go v1.12.0
github.com/ossf/osv-schema/bindings/go v0.0.0-20251230224438-88c48750ddae
github.com/r3labs/diff/v3 v3.0.2
github.com/smartystreets/goconvey v1.8.1
Expand All @@ -23,6 +25,7 @@ require (
github.com/xeipuuv/gojsonschema v1.2.0
golang.org/x/crypto v0.47.0
golang.org/x/mod v0.31.0
google.golang.org/genai v1.48.0
google.golang.org/protobuf v1.36.11
gopkg.in/yaml.v3 v3.0.1
)
Expand Down Expand Up @@ -131,6 +134,7 @@ require (
github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
github.com/googleapis/gax-go/v2 v2.14.2 // indirect
github.com/gopherjs/gopherjs v1.17.2 // indirect
github.com/gorilla/websocket v1.5.3 // indirect
github.com/hhatto/gorst v0.0.0-20181029133204-ca9f730cac5b // indirect
github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99 // indirect
github.com/jdkato/prose v1.2.1 // indirect
Expand Down Expand Up @@ -186,6 +190,7 @@ require (
github.com/tidwall/jsonc v0.3.2 // indirect
github.com/tidwall/match v1.1.1 // indirect
github.com/tidwall/pretty v1.2.1 // indirect
github.com/tidwall/sjson v1.2.5 // indirect
github.com/tink-crypto/tink-go/v2 v2.4.0 // indirect
github.com/tklauser/go-sysconf v0.3.15 // indirect
github.com/tklauser/numcpus v0.10.0 // indirect
Expand Down
12 changes: 12 additions & 0 deletions go.sum
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Original file line number Diff line number Diff line change
Expand Up @@ -72,6 +72,8 @@ github.com/anchore/go-struct-converter v0.0.0-20250211213226-cce56d595160 h1:r8/
github.com/anchore/go-struct-converter v0.0.0-20250211213226-cce56d595160/go.mod h1:rYqSE9HbjzpHTI74vwPvae4ZVYZd1lue2ta6xHPdblA=
github.com/anmitsu/go-shlex v0.0.0-20200514113438-38f4b401e2be h1:9AeTilPcZAjCFIImctFaOjnTIavg87rW78vTPkQqLI8=
github.com/anmitsu/go-shlex v0.0.0-20200514113438-38f4b401e2be/go.mod h1:ySMOLuWl6zY27l47sB3qLNK6tF2fkHG55UZxx8oIVo4=
github.com/anthropics/anthropic-sdk-go v1.26.0 h1:oUTzFaUpAevfuELAP1sjL6CQJ9HHAfT7CoSYSac11PY=
github.com/anthropics/anthropic-sdk-go v1.26.0/go.mod h1:qUKmaW+uuPB64iy1l+4kOSvaLqPXnHTTBKH6RVZ7q5Q=
github.com/armon/go-socks5 v0.0.0-20160902184237-e75332964ef5 h1:0CwZNZbxp69SHPdPJAN/hZIm0C4OItdklCFmMRWYpio=
github.com/armon/go-socks5 v0.0.0-20160902184237-e75332964ef5/go.mod h1:wHh0iHkYZB8zMSxRWpUBQtwG5a7fFgvEO+odwuTv2gs=
github.com/bmatcuk/doublestar/v4 v4.9.2 h1:b0mc6WyRSYLjzofB2v/0cuDUZ+MqoGyH3r0dVij35GI=
Expand Down Expand Up @@ -138,6 +140,8 @@ github.com/djherbis/times v1.6.0 h1:w2ctJ92J8fBvWPxugmXIv7Nz7Q3iDMKNx9v5ocVH20c=
github.com/djherbis/times v1.6.0/go.mod h1:gOHeRAz2h+VJNZ5Gmc/o7iD9k4wW7NMVqieYCY99oc0=
github.com/dlclark/regexp2 v1.11.5 h1:Q/sSnsKerHeCkc/jSTNq1oCm7KiVgUMZRDUoRu0JQZQ=
github.com/dlclark/regexp2 v1.11.5/go.mod h1:DHkYz0B9wPfa6wondMfaivmHpzrQ3v9q8cnmRbL6yW8=
github.com/dnaeon/go-vcr v1.2.0 h1:zHCHvJYTMh1N7xnV7zf1m1GPBF9Ad0Jk/whtQ1663qI=
github.com/dnaeon/go-vcr v1.2.0/go.mod h1:R4UdLID7HZT3taECzJs4YgbbH6PIGXB6W/sc5OLb6RQ=
github.com/docker/cli v28.3.3+incompatible h1:fp9ZHAr1WWPGdIWBM1b3zLtgCF+83gRdVMTJsUeiyAo=
github.com/docker/cli v28.3.3+incompatible/go.mod h1:JLrzqnKDaYBop7H2jaqPtU4hHvMKP+vjCwu2uszcLI8=
github.com/docker/distribution v2.8.3+incompatible h1:AtKxIZ36LoNK51+Z6RpzLpddBirtxJnzDrHLEKxTAYk=
Expand Down Expand Up @@ -283,6 +287,8 @@ github.com/googleapis/gax-go/v2 v2.14.2 h1:eBLnkZ9635krYIPD+ag1USrOAI0Nr0QYF3+/3
github.com/googleapis/gax-go/v2 v2.14.2/go.mod h1:ON64QhlJkhVtSqp4v1uaK92VyZ2gmvDQsweuyLV+8+w=
github.com/gopherjs/gopherjs v1.17.2 h1:fQnZVsXk8uxXIStYb0N4bGk7jeyTalG/wsZjQ25dO0g=
github.com/gopherjs/gopherjs v1.17.2/go.mod h1:pRRIvn/QzFLrKfvEz3qUuEhtE/zLCWfreZ6J5gM2i+k=
github.com/gorilla/websocket v1.5.3 h1:saDtZ6Pbx/0u+bgYQ3q96pZgCzfhKXGPqt7kZ72aNNg=
github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
github.com/grpc-ecosystem/grpc-gateway v1.16.0 h1:gmcG1KaJ57LophUzW0Hy8NmPhnMZb4M0+kPpLofRdBo=
github.com/grpc-ecosystem/grpc-gateway/v2 v2.26.1 h1:e9Rjr40Z98/clHv5Yg79Is0NtosR5LXRvdr7o/6NwbA=
github.com/grpc-ecosystem/grpc-gateway/v2 v2.26.1/go.mod h1:tIxuGz/9mpox++sgp9fJjHO0+q1X9/UOWd798aAm22M=
Expand Down Expand Up @@ -373,6 +379,8 @@ github.com/neurosnap/sentences v1.0.6 h1:iBVUivNtlwGkYsJblWV8GGVFmXzZzak907Ci8aA
github.com/neurosnap/sentences v1.0.6/go.mod h1:pg1IapvYpWCJJm/Etxeh0+gtMf1rI1STY9S7eUCPbDc=
github.com/onsi/gomega v1.34.1 h1:EUMJIKUjM8sKjYbtxQI9A4z2o+rruxnzNvpknOXie6k=
github.com/onsi/gomega v1.34.1/go.mod h1:kU1QgUvBDLXBJq618Xvm2LUX6rSAfRaFRTcdOeDLwwY=
github.com/openai/openai-go v1.12.0 h1:NBQCnXzqOTv5wsgNC36PrFEiskGfO5wccfCWDo9S1U0=
github.com/openai/openai-go v1.12.0/go.mod h1:g461MYGXEXBVdV5SaR/5tNzNbSfwTBBefwc+LlDCK0Y=
github.com/opencontainers/go-digest v1.0.0 h1:apOUWs51W5PlhuyGyz9FCeeBIOUDA/6nW8Oi/yOhh5U=
github.com/opencontainers/go-digest v1.0.0/go.mod h1:0JzlMkj0TRzQZfJkVvzbP0HBR3IKzErnv2BNG4W4MAM=
github.com/opencontainers/image-spec v1.1.1 h1:y0fUlFfIZhPF1W537XOLg0/fcx6zcHCJwooC2xJA040=
Expand Down Expand Up @@ -480,6 +488,7 @@ github.com/terminalstatic/go-xsd-validate v0.1.6 h1:TenYeQ3eY631qNi1/cTmLH/s2slH
github.com/terminalstatic/go-xsd-validate v0.1.6/go.mod h1:18lsvYFofBflqCrvo1umpABZ99+GneNTw2kEEc8UPJw=
github.com/thoas/go-funk v0.9.3 h1:7+nAEx3kn5ZJcnDm2Bh23N2yOtweO14bi//dvRtgLpw=
github.com/thoas/go-funk v0.9.3/go.mod h1:+IWnUfUmFO1+WVYQWQtIJHeRRdaIyyYglZN7xzUPe4Q=
github.com/tidwall/gjson v1.14.2/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
github.com/tidwall/gjson v1.18.0 h1:FIDeeyB800efLX89e5a8Y0BNH+LOngJyGrIWxG2FKQY=
github.com/tidwall/gjson v1.18.0/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
github.com/tidwall/jsonc v0.3.2 h1:ZTKrmejRlAJYdn0kcaFqRAKlxxFIC21pYq8vLa4p2Wc=
Expand Down Expand Up @@ -673,6 +682,8 @@ google.golang.org/api v0.237.0 h1:MP7XVsGZesOsx3Q8WVa4sUdbrsTvDSOERd3Vh4xj/wc=
google.golang.org/api v0.237.0/go.mod h1:cOVEm2TpdAGHL2z+UwyS+kmlGr3bVWQQ6sYEqkKje50=
google.golang.org/appengine v1.1.0/go.mod h1:EbEs0AVv82hx2wNQdGPgUI5lhzA/G0D9YwlJXL52JkM=
google.golang.org/appengine v1.4.0/go.mod h1:xpcJRLb0r/rnEns0DIKYYv+WjYCduHsrkT7/EB5XEv4=
google.golang.org/genai v1.48.0 h1:1vb15G291wAjJJueisMDpUhssljhEdJU2t5qTidrVPs=
google.golang.org/genai v1.48.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
google.golang.org/genproto v0.0.0-20180817151627-c66870c02cf8/go.mod h1:JiN7NxoALGmiZfu7CAH4rXhgtRTLTxftemlI0sWmxmc=
google.golang.org/genproto v0.0.0-20190819201941-24fa4b261c55/go.mod h1:DMBHOl98Agz4BDEuKkezgsaosCRResVns1a3J2ZsMNc=
google.golang.org/genproto v0.0.0-20200526211855-cb27e3aa2013/go.mod h1:NbSheEEYHJ7i3ixzK3sjbqSGDJWnxyFXZblF3eUsNvo=
Expand Down Expand Up @@ -712,6 +723,7 @@ gopkg.in/neurosnap/sentences.v1 v1.0.7/go.mod h1:YlK+SN+fLQZj+kY3r8DkGDhDr91+S3J
gopkg.in/warnings.v0 v0.1.2 h1:wFXVbFY8DY5/xOe1ECiWdKCzZlxgshcYVNkBHstARME=
gopkg.in/warnings.v0 v0.1.2/go.mod h1:jksf8JmL6Qr/oQM2OXTHunEvvTAsrWBLb6OOjuVWRNI=
gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
gopkg.in/yaml.v2 v2.4.0 h1:D8xgwECY7CYvx+Y2n4sBz93Jn9JRvxdiyyo8CTfuKaY=
gopkg.in/yaml.v2 v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ=
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
Expand Down
2 changes: 1 addition & 1 deletion pkg/llmclient/README.md
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Expand Up @@ -2,7 +2,7 @@

LLM client package for code analysis.

- **AgenticClient**: Provider-agnostic agentic client using [langchaingo](https://github.com/tmc/langchaingo). Gives the LLM tools to explore a repository and answer questions about code.
- **AgenticClient**: Provider-agnostic agentic client using native SDK implementations for each provider. Gives the LLM tools to explore a repository and answer questions about code.

## AgenticClient

Expand Down
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