$ show intelligencedev/manifold

[account ↗] [repo ↗] APPLICATION ★ 501 30 ● active (last update 1 month ago)

── AI DEEP ANALYSIS ──

reviewed by: nvidia/nemotron-3-super-120b-a12b

Manifold is an AI agent platform enabling multi-step workflow automation through teams of AI assistants. The system provides a chat interface for interacting with configurable specialist agents, a visual workflow editor (WARPP) for creating reusable automation, and an experimentation playground for testing prompts and models. Built with a Go backend and Vue.js frontend, it features extensible tool systems, layered memory architectures (belief, evolving, decision), MCP integration for external tools, and comprehensive observability via OpenTelemetry. The architecture emphasizes modularity with clear separation between agent execution, persistence, tool discovery, and memory subsystems.

── METRICS ──

RATING8.7/10

QUALITY8.5/10

MAINTENANCEactive

DRIFTlow

CONTRIBUTORS6

VELOCITY0.92

OPEN ISSUES3

CLOSED ISSUES13

LAST COMMIT1 month ago

── TAGS ──

#ai-agent-platform #workflow-automation #tool-registry #memory-systems #mcp-integration #rag-pipeline #vue-frontend #go-backend #artificial-intelligence #go #visual-coding #vuejs #llm #retrieval-augmented-generation #agents #ai-agents #ai-assistant #ai-tools

── GITHUB TOPICS ──

artificial-intelligence go visual-coding vuejs llm retrieval-augmented-generation agents ai-agents ai-assistant ai-tools

── DEPENDENCY GRAPH ──

github.com/ClickHouse/clickhouse-go/v2 (go) v2.43.0

github.com/JohannesKaufmann/html-to-markdown/v2 (go) v2.5.0

github.com/anthropics/anthropic-sdk-go (go) v1.26.0

github.com/chromedp/cdproto (go) v0.0.0-20250724212937-08a3db8b4327

github.com/chromedp/chromedp (go) v0.14.2

github.com/coreos/go-oidc/v3 (go) v3.17.0

github.com/creack/pty (go) v1.1.24

github.com/go-shiori/go-readability (go) v0.0.0-20251205110129-5db1dc9836f0

github.com/golang-jwt/jwt/v5 (go) v5.3.0

github.com/google/uuid (go) v1.6.0

github.com/intelligencedev/born (go) v0.0.0-20260720011537-406a13a106cf

github.com/jackc/pgx/v5 (go) v5.9.2

github.com/joho/godotenv (go) v1.5.1

github.com/matrix-org/gomatrix (go) v0.0.0-20220926102614-ceba4d9f7530

github.com/modelcontextprotocol/go-sdk (go) v1.4.1

github.com/ncruces/go-sqlite3 (go) v0.34.4

github.com/openai/openai-go/v3 (go) v3.39.0

github.com/qdrant/go-client (go) v1.17.1

github.com/rs/zerolog (go) v1.34.0

github.com/stretchr/testify (go) v1.11.1

github.com/yuin/goldmark (go) v1.7.13

go.opentelemetry.io/contrib/instrumentation/host (go) v0.67.0

go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp (go) v0.67.0

go.opentelemetry.io/otel (go) v1.43.0

go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp (go) v0.19.0

go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp (go) v1.43.0

go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp (go) v1.43.0

go.opentelemetry.io/otel/log (go) v0.19.0

go.opentelemetry.io/otel/metric (go) v1.43.0

go.opentelemetry.io/otel/sdk (go) v1.43.0

go.opentelemetry.io/otel/sdk/log (go) v0.19.0

go.opentelemetry.io/otel/sdk/metric (go) v1.43.0

go.opentelemetry.io/otel/trace (go) v1.43.0

golang.org/x/crypto (go) v0.52.0

golang.org/x/net (go) v0.55.0

golang.org/x/oauth2 (go) v0.36.0

golang.org/x/sync (go) v0.20.0

google.golang.org/genai (go) v1.49.0

gopkg.in/yaml.v3 (go) v3.0.1

cloud.google.com/go (go) v0.116.0

cloud.google.com/go/auth (go) v0.9.3

cloud.google.com/go/compute/metadata (go) v0.9.0

github.com/ClickHouse/ch-go (go) v0.71.0

github.com/JohannesKaufmann/dom (go) v0.2.0

github.com/andybalholm/brotli (go) v1.2.0

github.com/andybalholm/cascadia (go) v1.3.3

github.com/araddon/dateparse (go) v0.0.0-20210429162001-6b43995a97de

github.com/cenkalti/backoff/v5 (go) v5.0.3

github.com/cespare/xxhash/v2 (go) v2.3.0

github.com/chromedp/sysutil (go) v1.1.0

github.com/davecgh/go-spew (go) v1.1.1

github.com/ebitengine/purego (go) v0.10.0

github.com/felixge/httpsnoop (go) v1.0.4

github.com/go-faster/city (go) v1.0.1

github.com/go-faster/errors (go) v0.7.1

github.com/go-jose/go-jose/v4 (go) v4.1.4

github.com/go-json-experiment/json (go) v0.0.0-20250725192818-e39067aee2d2

github.com/go-logr/logr (go) v1.4.3

github.com/go-logr/stdr (go) v1.2.2

github.com/go-ole/go-ole (go) v1.3.0

github.com/go-shiori/dom (go) v0.0.0-20230515143342-73569d674e1c

github.com/go-webgpu/goffi (go) v0.6.0

github.com/go-webgpu/webgpu (go) v0.5.3

github.com/gobwas/httphead (go) v0.1.0

github.com/gobwas/pool (go) v0.2.1

github.com/gobwas/ws (go) v1.4.0

github.com/gogpu/gpucontext (go) v0.21.1

github.com/gogpu/gputypes (go) v0.5.1

github.com/gogpu/naga (go) v0.17.15

github.com/gogpu/wgpu (go) v0.30.22

github.com/gogs/chardet (go) v0.0.0-20211120154057-b7413eaefb8f

github.com/golang/groupcache (go) v0.0.0-20210331224755-41bb18bfe9da

github.com/google/go-cmp (go) v0.7.0

github.com/google/jsonschema-go (go) v0.4.2

github.com/google/s2a-go (go) v0.1.8

github.com/googleapis/enterprise-certificate-proxy (go) v0.3.4

github.com/gorilla/websocket (go) v1.5.3

github.com/grpc-ecosystem/grpc-gateway/v2 (go) v2.28.0

github.com/jackc/pgpassfile (go) v1.0.0

github.com/jackc/pgservicefile (go) v0.0.0-20240606120523-5a60cdf6a761

github.com/jackc/puddle/v2 (go) v2.2.2

github.com/klauspost/compress (go) v1.18.4

github.com/lufia/plan9stats (go) v0.0.0-20260216142805-b3301c5f2a88

github.com/mattn/go-colorable (go) v0.1.13

github.com/mattn/go-isatty (go) v0.0.20

github.com/ncruces/go-sqlite3-wasm/v2 (go) v2.6.35302

github.com/ncruces/julianday (go) v1.0.0

github.com/paulmach/orb (go) v0.12.0

github.com/pierrec/lz4/v4 (go) v4.1.25

github.com/pmezard/go-difflib (go) v1.0.0

github.com/power-devops/perfstat (go) v0.0.0-20240221224432-82ca36839d55

github.com/segmentio/asm (go) v1.2.1

github.com/segmentio/encoding (go) v0.5.4

github.com/shirou/gopsutil/v4 (go) v4.26.2

github.com/shopspring/decimal (go) v1.4.0

github.com/tidwall/gjson (go) v1.18.0

github.com/tidwall/match (go) v1.1.1

github.com/tidwall/pretty (go) v1.2.1

github.com/tidwall/sjson (go) v1.2.5

github.com/tklauser/go-sysconf (go) v0.3.16

── FILE BREAKDOWN ──

Files by Type (count)

905

Vue

132

TypeScript

131

Markdown

Python

YAML

JSON

Other (.webp)

Shell

CSS

Git Ignore

Other (.example)

Files by Type (size)

Other (.webp)

6MB

5MB

Vue

928KB

TypeScript

708KB

Markdown

607KB

JSON

305KB

YAML

208KB

Other (.tsbuildinfo)

157KB

Other (.patch)

85KB

Other (.png)

71KB

CSS

47KB

Other (.sum)

42KB

── KEY FINDINGS: REUSABLE CODE ──

The LLM identified 4 files worth highlighting for reuse:

Implements a strategy pattern for text splitting with multiple algorithms (fixed, sentence, code, semantic, markdown). Cleanly separates interface from implementations, allowing easy extension with new splitting strategies. Demonstrates strong dependency injection principles and interface design, making it highly reusable in any text processing application.

file: internal/textsplitters/factory.go ↗ | tags: #strategy-pattern #text-processing #dependency-injection

Provides dynamic tool discovery and registration using a plugin architecture with JSON schema validation. Features clean separation between tool interface and registry implementation, enabling hot-plugging of new tools without system restart. Shows excellent interface design and loose coupling, suitable for extraction into any extensible application.

file: internal/tools/discovery/registry.go ↗ | tags: #plugin-architecture #dependency-injection #interface-segregation

Implements a thread-safe cache with generation-based invalidation strategy, allowing efficient cache updates without full clearing. Uses generics for type safety and minimizes lock contention through smart invalidation logic. Demonstrates advanced caching techniques that could be applied to various domains requiring efficient cache management.

file: internal/skills/cache_service.go ↗ | tags: #caching #generational-invalidation #thread-safety

A complete implementation of the Model Context Protocol (MCP) client with connection pooling, tool discovery, and proper error handling. Follows the MCP specification closely while providing a clean Go idiomatic interface. Shows strong protocol implementation skills and encapsulation, making it reusable for any application needing MCP integration.

file: internal/mcpclient/mcpclient.go ↗ | tags: #protocol-client #model-context-protocol #connection-pooling

── HISTORY ──

Last analyzed: 2026-09-21 14:17:54.255165

Next check: 2026-09-28 14:17:54.190165